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The Fizz

The AI Trust Bucket

2026-09-1635:30

Introduction to AI Enablement

AI in Education and Quality of Work

The Role of AI in Problem Solving

Human Involvement in AI Processes

Navigating AI Recommendations in Consulting

The Balance of AI and Human Expertise

Evolving Use of AI in Professional Settings

Navigating the Non-Deterministic Nature of LLMs

Building Trust in AI: The User Experience

Understanding AI Integration Challenges

Establishing AI Strategy in Organizations

Avoiding the AI Hype: Practical Considerations

Fostering Adoption: Meeting Users Where They Are

Critical Thinking in the Age of AI

Episode 22: The AI Trust Bucket

If someone produces better work with AI, how do you know they're getting better at their job? Justin and Kellan talk about trust, accountability, and what it takes to help people use AI well. Along the way: a confident recommendation that needed another question, a camp agent named George, and knowing when ordinary process improvement is enough.

The Drip:

  • The OpenAI research discussed this week: quality output, reasoning, and the question of whether people are building expertise.
  • The Anthropic coding study and what people could explain after completing the task.

Inside The Bottle:

  • A full trust bucket still needs boundaries.
  • Why a promising demo needs to survive a typical month's work.
  • Getting the leadership team aligned before choosing another tool.
  • Meeting people where they are: three useful jobs for a camp agent.
  • Keeping learning and accountability in the work, including the questions a manager will ask.

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